ALGORITMOS DE CONDENSADO BASADOS EN DENSIDAD LOCAL

DrC. Fernando D. Vázquez Mesa , DrC. Filiberto Pla Bañón , DrC. José Salvador Sánchez Garreta , MSc. Damaris Pascual González
Ciencia en su PC ( 1) 1 -12

2010
Exploring New Object Recognition Techniques for Online Robots.

Pedro J Sanz , Raúl Marín , José Salvador Sánchez Garreta
robotics and applications 41 -46

1
2003
A comparative study of simple online learning strategies for streaming data

J. S. Sánchez , M. Millán-Giraldo
WSEAS Transactions on Circuits and Systems archive 7 ( 10) 900 -910

2008
Imbalanced Training Set Reduction and Feature Selection Through Genetic Optimization

R. Barandela , J. K. Hernández , J. S. Sánchez , F. J. Ferri
conference on artificial intelligence research and development 215 -222

4
2005
On the use of surrounding neighbors for synthetic over-sampling of the minority class

V. García , R. A. Mollineda , J. S. Sánchez
SMO'08 Proceedings of the 8th conference on Simulation, modelling and optimization 389 -394

8
2008
A linear program for nearest neighbour-like decision tree induction

F. Pla , Francesc Josep Ferri Rabasa , J. S. Sánchez
VIII Encuentros de Geometría Computacional : Castelló de la Plana, España (7-9 de julio de 1999), 1999, ISBN 84-8021-284-5, págs. 361-370 361 -370

1999
Performance Analysis of Classifier Ensembles: Neural Networks Versus Nearest Neighbor Rule

R. M. Valdovinos , J. S. Sánchez
iberian conference on pattern recognition and image analysis 105 -112

6
2007
Influence of Resampling and Weighting on Diversity and Accuracy of Classifier Ensembles

R. M. Valdovinos , J. S. Sánchez , E. Gasca
iberian conference on pattern recognition and image analysis 250 -257

1
2007
When Overlapping Unexpectedly Alters the Class Imbalance Effects

V. García , R. A. Mollineda , J. S. Sánchez , R. Alejo
iberian conference on pattern recognition and image analysis 499 -506

15
2007
Improving the performance of the RBF neural networks trained with imbalanced samples

R. Alejo , V. García , J. M. Sotoca , R. A. Mollineda
international work-conference on artificial and natural neural networks 162 -169

30
2007
Using Proximity and Spatial Homogeneity in Neighbourhood-Based Classifiers

J. S. Sánchez , F. Pla , F. J. Ferri
international conference on image analysis and processing 206 -213

1997
Performance Analysis of Deep Neural Networks for Classification of Gene-Expression Microarrays

A. Reyes-Nava , J. S. Sánchez , R. Alejo , A. A. Flores-Fuentes
mexican conference on pattern recognition 105 -115

7
2018
Exploring Synergetic Effects of Dimensionality Reduction and Resampling Tools on Hyperspectral Imagery Data Classification

J. S. Sánchez , V. García , R. A. Mollineda
Machine Learning and Data Mining in Pattern Recognition 511 -523

4
2011
Improving the Classification Accuracy of RBF and MLP Neural Networks Trained with Imbalanced Samples

Roberto Alejo , Vicente Garcia , José Martínez Sotoca , Ramón Alberto Mollineda
Intelligent Data Engineering and Automated Learning – IDEAL 2006 464 -471

16
2006
Combined Effects of Class Imbalance and Class Overlap on Instance-Based Classification

V. García , R. Alejo , J. S. Sánchez , J. M. Sotoca
Intelligent Data Engineering and Automated Learning – IDEAL 2006 371 -378

42
2006
An analysis of how training data complexity affects the nearest neighbor classifiers

J. S. Sánchez , R. A. Mollineda , J. M. Sotoca
Pattern Analysis and Applications 10 ( 3) 189 -201

65
2007
On the k -NN performance in a challenging scenario of imbalance and overlapping

V. García , R. A. Mollineda , J. S. Sánchez
Pattern Analysis and Applications 11 ( 3) 269 -280

136
2008
A regression model based on the nearest centroid neighborhood

V. García , J. S. Sánchez , A. I. Marqués , R. Martínez-Peláez
Pattern Analysis and Applications 21 ( 4) 941 -951

2
2018
Nearest Neighbour Editing and Condensing Tools---Synergy Exploitation

B. V. Dasarathy , J. S. Sánchez , S. Townsend
Pattern Analysis and Applications 3 ( 1) 19 -30

109
2000
Learning from Imbalanced Sets through Resampling and Weighting

R. Barandela , J. S. Sánchez , V. García , F. J. Ferri
Pattern Recognition and Image Analysis 80 -88

6
2003